{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bayesian data analysis\n",
    "##  Chapter 11, demo 2\n",
    "\n",
    "Metropolis sampling demonstration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we import required libraries and tune some settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import linalg, stats\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import animation, rc\n",
    "from IPython.display import HTML\n",
    "import matplotlib\n",
    "import arviz as az"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "# add utilities directory to path\n",
    "util_path = os.path.abspath(os.path.join(os.path.pardir, 'utilities_and_data'))\n",
    "if util_path not in sys.path and os.path.exists(util_path):\n",
    "    sys.path.insert(0, util_path)\n",
    "\n",
    "# import from utilities\n",
    "import plot_tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "# edit default plot settings\n",
    "plt.rc('font', size=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1\n",
    "\n",
    "We create a two dimensional normal distribution to be used as an example target distribution. We also define the starting values for the Metropolis sampling here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "# parameters of a two dimensional Normal distribution used as a toy target distribution\n",
    "y1 = 0  # mean of the first dimension\n",
    "y2 = 0  # mean of the second dimension\n",
    "r = 0.8  # covariance between the first and second dimension\n",
    "S = np.array([[1.0, r], [r, 1.0]]) # covariance within both dimensions is 1.0\n",
    "\n",
    "# starting value of the chain\n",
    "t1 = -2.5 # first dimension\n",
    "t2 = 2.5 #second dimension\n",
    "# number of iterations.\n",
    "M = 5000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we apply Metropolis sampling to sample the generated two dimensional normal distribution. We sample from the toy distribution to visualize 90% HPD (Highest Posterior Density) interval. See BDA3 p. 85 for how to compute HPD for a multivariate normal distribution. In 2d-case contour for 90% HPD is an ellipse, whose semimajor axes can be computed from the eigenvalues of the covariance matrix scaled by a value selected to get ellipse match the density at the edge of 90% HPD. Angle of the ellipse could be computed from the eigenvectors, but since the marginals are same we know that angle is pi/4."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loaded pre-computed values in variable `tt`\n",
      "shape:(5000, 2), dtype:float64\n"
     ]
    }
   ],
   "source": [
    "# Metropolis sampling here\n",
    "\n",
    "# allocate memory for the samples\n",
    "tt = np.empty((M, 2))\n",
    "tt[0] = [t1, t2]    # Save starting point\n",
    "\n",
    "# For demonstration, load pre-computed values.\n",
    "# Replace this with your algorithm!\n",
    "# tt is a M x 2 array, with M samples of both theta_1 and theta_2\n",
    "res_path = os.path.abspath(\n",
    "    os.path.join(\n",
    "        os.path.pardir,\n",
    "        'utilities_and_data',\n",
    "        'demo11_2a.csv'\n",
    "    )\n",
    ")\n",
    "res = np.loadtxt(res_path, skiprows=1, usecols = (1,2), delimiter = ',')\n",
    "tt = res\n",
    "print('loaded pre-computed values in variable `tt`')\n",
    "print('shape:{}, dtype:{}'.format(tt.shape, tt.dtype))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rest is just for illustration. We first calculate the 90% HPD using the covariance matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plotting grid\n",
    "Y1 = np.linspace(-4.5, 4.5, 150)\n",
    "Y2 = np.linspace(-4.5, 4.5, 150)\n",
    "\n",
    "# number of samples to discard from the beginning\n",
    "burnin = 500\n",
    "\n",
    "# Plot 90% HPD.\n",
    "# In 2d-case contour for 90% HPD is an ellipse, whose semimajor\n",
    "# axes can be computed from the eigenvalues of the covariance\n",
    "# matrix scaled by a value selected to get ellipse match the\n",
    "# density at the edge of 90% HPD. Angle of the ellipse could be \n",
    "# computed from the eigenvectors, but since marginals are same\n",
    "# we know that angle is 45 degrees.\n",
    "q = np.sort(np.sqrt(linalg.eigh(S, eigvals_only=True)) * 2.147) # 2.147 is the value to get the ellipse match the \n",
    "                                                                # density at the edge of 90% HPD\n",
    "\n",
    "def add90hpd(ax):\n",
    "    \"\"\"Plot 90hpd region into the given axis\"\"\"\n",
    "    el = mpl.patches.Ellipse(\n",
    "        xy = (y1,y2), #center point of the ellipse\n",
    "        width = 2 * q[1], # q[1] is larger semimajor axis of the ellipse. Scaling by two gives the larger \n",
    "                          # major axis (diameter in the wider direction) \n",
    "        height = 2 * q[0], # q[0] is smaller semimajor axis of the ellipse. Scaling by two gives the smaller \n",
    "                           # major axis (diameter in the narrower direction) \n",
    "        angle = 45, #angle of the ellipse is 45 degrees (pi/4) as mentioned earlier\n",
    "        facecolor = 'none',\n",
    "        edgecolor = 'C1'\n",
    "    )\n",
    "    ax.add_artist(el)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We show the sequential progress of the sampling for the first 500 samples. These 500 samples are then removed as burnin from the final samples. Finally we also plot the rest of the samples that remain after the burnin has been removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1152x864 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create the plots\n",
    "subplotshape = (2, 3)\n",
    "fig, axes = plt.subplots(\n",
    "    subplotshape[0], subplotshape[1], sharex=True, sharey=True,\n",
    "    figsize=(16,12), subplot_kw=dict(aspect='equal')\n",
    ")\n",
    "\n",
    "# set limits for axes\n",
    "axes[0,0].set_xlim([-4.5, 4.5])\n",
    "axes[0,0].set_ylim([-4.5, 4.5])\n",
    "\n",
    "# set labels for x- and y-axes\n",
    "for i in range(subplotshape[0]):\n",
    "    axes[i,0].set_ylabel(r'$\\theta_2$')\n",
    "for j in range(subplotshape[1]):\n",
    "    axes[-1,j].set_xlabel(r'$\\theta_1$')\n",
    "\n",
    "# add a shared legend\n",
    "axes[0,0].legend(\n",
    "    (   mpl.lines.Line2D([], [], color='C1'), \n",
    "        mpl.lines.Line2D(\n",
    "            [], [], linestyle='', marker='o', markersize=10,\n",
    "            markerfacecolor='none', markeredgecolor='C0'\n",
    "        ),\n",
    "        mpl.lines.Line2D(\n",
    "            [], [], color='C0', marker='o', markersize=10,\n",
    "            markerfacecolor='none', markeredgecolor='C0'\n",
    "        ),\n",
    "        mpl.lines.Line2D(\n",
    "            [], [], color='m', marker='o', markersize=10,\n",
    "            markerfacecolor='none', markeredgecolor='C2'\n",
    "        )\n",
    "    ),\n",
    "    (   '90% HPD interval',\n",
    "        'samples',\n",
    "        'Markov chain'\n",
    "    ),\n",
    "    numpoints=1,\n",
    "    loc='lower left',\n",
    "    bbox_to_anchor=(0., 1.02, 1., .102),\n",
    "    fontsize=16\n",
    ")\n",
    "\n",
    "\n",
    "# FIRST SUBPLOT\n",
    "ax = axes[0,0]\n",
    "add90hpd(ax)\n",
    "i = 5\n",
    "line, = ax.plot(tt[:i+1,0], tt[:i+1,1], color='C0') # plot the line between samples\n",
    "\n",
    "# plot only every other sample as a circle marker\n",
    "line, = ax.plot(\n",
    "    tt[:i+1:2,0], tt[:i+1:2,1], 'o', markersize=10,\n",
    "    markerfacecolor='none', markeredgecolor='C0')\n",
    "ax.text(-3.5, 3.5, '5 samples', fontsize=16)\n",
    "\n",
    "# SECOND SUBPLOT\n",
    "ax = axes[0,1]\n",
    "add90hpd(ax)\n",
    "i = 20\n",
    "ax.plot(tt[:i+1,0], tt[:i+1,1], color='C0')\n",
    "ax.plot(\n",
    "    tt[:i+1,0], tt[:i+1,1], 'o', markersize=10,\n",
    "    markerfacecolor='none', markeredgecolor='C0'\n",
    ")\n",
    "ax.text(-3.5, 3.5, '20 samples', fontsize=16)\n",
    "\n",
    "# THIRD SUBPLOT\n",
    "ax = axes[0,2]\n",
    "add90hpd(ax)\n",
    "i = 1000\n",
    "ax.plot(tt[:i+1,0], tt[:i+1,1], color='C0', alpha=0.5)\n",
    "ax.scatter(tt[:i+1,0], tt[:i+1,1], 18, color='C0')\n",
    "ax.text(-3.5, 3.0, 'first 1000 samples\\nincluding warm-up', fontsize=16)\n",
    "\n",
    "#FOURTH SUBPLOT\n",
    "ax = axes[1,0]\n",
    "add90hpd(ax)\n",
    "# plotting warm-up\n",
    "ax.plot(tt[:burnin,0], tt[:burnin,1], color='C2', alpha=0.5)\n",
    "ax.scatter(tt[:burnin,0], tt[:burnin,1], 18, color='C2')\n",
    "\n",
    "ax.text(-3.5, 3.5, 'warm-up of 500 samples', fontsize=16)\n",
    "\n",
    "# FIFTH SUBPLOT\n",
    "ax = axes[1,1]\n",
    "add90hpd(ax)\n",
    "i = 999\n",
    "ax.scatter(\n",
    "    tt[burnin:i+1,0], tt[burnin:i+1,1],\n",
    "    20, color='C0'\n",
    ")\n",
    "ax.text(-3.5, 3.5, 'first 1000 samples with\\nwarm-up removed', fontsize=16)\n",
    "\n",
    "# SIXTH SUBPLOT\n",
    "ax = axes[1,2]\n",
    "add90hpd(ax)\n",
    "ax.scatter(\n",
    "    tt[burnin:,0], tt[burnin:,1], 20,\n",
    "    color='C0', alpha=0.3\n",
    ")\n",
    "ax.text(-3.5, 3.5, '4500 samples remain after\\nremoving warm-up', fontsize=16)\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the last sublot showing the 4500 samples after removing warm-up, we can see that the sampling seems to have sampled the target distribution quite well. All of the 90% HPD area is sampled and also about 10% of the samples seem to fall outside of the 90% HPD. Notice, that for example in the first subplot it looks like only 3 samples are shown. This is because in Metropolis sampling the previous sample is taken as a new sample if the other candidate for the new sample is not accepted. In the first subplot we have accepted the new sample twice and taken the old sample as the new sample twice. Overlapping samples can't be seen in the plot, so this leads to the plot showing only two new samples after the starting point."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll next plot an animation showing the first 500 samples of the Metropolis sampling. This animation requires ffmpeg in order to work properly. If you need to install ffmpeg, the instructions can be found at https://www.wikihow.com/Install-FFmpeg-on-Windows. If the animation doesn't play correctly, you can also find the animation from the same folder as this demo with the filename \"metropolissampler1.mp4\". Notice that the animation seems to sometimes pause at some samples for a small time. This is because the previous sample has been sampled again when the candidate sample was rejected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First set up the figure, the axis and the axis labels\n",
    "fig = plt.figure(figsize=(5,5))\n",
    "ax = plt.axes(xlim=(-4.5, 4.5), ylim=(-4.5, 4.5))\n",
    "ax.set_ylabel(r'$\\theta_2$')\n",
    "ax.set_xlabel(r'$\\theta_1$')\n",
    "\n",
    "# Plot a legend\n",
    "ax.legend(\n",
    "    (   mpl.lines.Line2D([], [], color='C1'), \n",
    "        mpl.lines.Line2D(\n",
    "            [], [], linestyle='', marker='o', markersize=5,\n",
    "            markerfacecolor='C0', markeredgecolor='C0'\n",
    "        ),\n",
    "        mpl.lines.Line2D([], [], color='C0', alpha=0.5),\n",
    "    ),\n",
    "    (   '90% HPD interval',\n",
    "        'Draws',\n",
    "        'Steps of the sampler'\n",
    "    ),\n",
    "    numpoints=1,\n",
    "    loc='lower left',\n",
    "    bbox_to_anchor=(1.2, 0.5, 0, 0),\n",
    "    fontsize=16\n",
    ")\n",
    "\n",
    "# Initialize styles for the lines and points to be plotted. At this point the lines and points have no data.\n",
    "line, = ax.plot([], [], color='C0', alpha=0.5)\n",
    "point, = ax.plot([], [],'.', markersize=10, lw=0, markerfacecolor='C0', markeredgecolor='C0')\n",
    "\n",
    "# initialization function: plot the background of each frame\n",
    "def init():\n",
    "    line.set_data([], [])\n",
    "    point.set_data([], [])\n",
    "    return (line,point,)\n",
    "\n",
    "\n",
    "add90hpd(ax) #draw the 90% HPD\n",
    "\n",
    "#choose only the warmup samples\n",
    "warmup1 = tt[:burnin,0]\n",
    "warmup2 = tt[:burnin,1]\n",
    "\n",
    "\n",
    "# animation function. This is called sequentially\n",
    "def animate(i):\n",
    "    x = warmup1[:i] #choose points until i\n",
    "    y = warmup2[:i] #choose points until i\n",
    "    line.set_data(x, y) #draw lines between all points  \n",
    "    point.set_data(x, y) #draw points for every other sample\n",
    "    return (line,point,)\n",
    "\n",
    "# choose the animation writer. If you don't have ffmpeg installed you can change this to some writer that you already have.\n",
    "matplotlib.rcParams['animation.writer'] = 'ffmpeg'\n",
    "\n",
    "# call the animator. blit=True means only re-draw the parts that have changed.\n",
    "anim = animation.FuncAnimation(fig, animate, init_func=init,\n",
    "                               frames=500, interval=100, blit=True)\n",
    "\n",
    "# show the animation as a html5 video to allow showing it in an iPython notebook\n",
    "HTML(anim.to_html5_video())\n",
    "\n",
    "# Uncomment below to save the animation as an mp4-file\n",
    "\n",
    "# #Save the movie file\n",
    "#Writer = animation.writers['ffmpeg']\n",
    "#writer = Writer(fps=15, metadata=dict(artist='Me'), bitrate=1800)\n",
    "#anim.save('metropolissampler1.mp4', writer=writer)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visual convergence diagnostics\n",
    "\n",
    "Here we plot the behavior of theta1 and theta2 separately. We also plot the cumulative average and autocorrelation for theta1 and theta2 samples separately to visually see the convergence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1152 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(plot_tools.custom_styles['gray_background'])\n",
    "\n",
    "fig = plt.figure(figsize=(8, 16))\n",
    "\n",
    "indexes = np.arange(burnin, M)\n",
    "samps = tt[indexes] # choose only samples after burnin\n",
    "\n",
    "# Plotting trends for theta1 and theta2 behavior separately. Only 4500 samples after warm-up included.\n",
    "ax1 = fig.add_subplot(3, 1, 1)\n",
    "ax1.axhline(y=0, color='gray')\n",
    "line1, line2, = ax1.plot(indexes, samps, linewidth=0.8) # create lines for both theta1 and theta2 samples\n",
    "ax1.legend((line1, line2), (r'$\\theta_1$', r'$\\theta_2$'))\n",
    "ax1.set_xlabel('iteration')\n",
    "ax1.set_title('trends')\n",
    "ax1.set_xlim([burnin, 5000])\n",
    "\n",
    "# Plotting cumulative averages for theta1 and theta2 behavior separately. Only 4500 samples after warm-up included.\n",
    "ax2 = fig.add_subplot(3, 1, 2)\n",
    "ax2.axhline(y=0, color='gray')\n",
    "ax2.plot(\n",
    "    indexes,\n",
    "    np.cumsum(samps, axis=0)/np.arange(1,len(samps)+1)[:,None] # cumulative sum divided by the number of samples\n",
    ")\n",
    "ax2.set_xlabel('iteration')\n",
    "ax2.set_title('cumulative average')\n",
    "ax2.set_xlim([burnin, 5000])\n",
    "\n",
    "# Plotting estimated autocorrelation for theta1 and theta2 behavior separately. Only 4500 samples after warm-up included.\n",
    "ax3 = fig.add_subplot(3, 1, 3)\n",
    "maxlag = 20 # maximum lag for autocorrelation\n",
    "sampsc = samps - np.mean(samps, axis=0) # scale the samples by deducting the mean\n",
    "acorlags = np.arange(maxlag+1) # lags from 0 to maxlag\n",
    "ax3.axhline(y=0, color='gray')\n",
    "# calculate autocorrelation for all different lags\n",
    "for i in [0,1]: # loop for theta1 and theta2\n",
    "    t = np.correlate(sampsc[:,i], sampsc[:,i], 'full') # autocorrelation with full range of lags\n",
    "    t = t[-len(sampsc):-len(sampsc)+maxlag+1] / t[-len(sampsc)] # choose only the lags that we want to use\n",
    "    ax3.plot(acorlags, t)\n",
    "ax3.set_xlabel('lag')\n",
    "ax3.set_title('estimate of the autocorrelation function')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the trends we can see that the sampling moves around the distribution quite rapidly. Looking at the cumulative average we can see that the chains seem to converge. Looking at the estimated autocorrelation function we can see that there's not too much autocorrelation once the lag is increased."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we visualize the estimate of the Monte Carlo error estimates for the cumulative average plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "\n",
    "indexes = np.arange(burnin, M)\n",
    "samps = tt[indexes]\n",
    "nsamps = np.arange(1, len(samps)+1)\n",
    "\n",
    "# Plotting cumulative averages for theta1 and theta2 behavior separately similarly as earlier.\n",
    "ax1 = fig.add_subplot(1, 1, 1)\n",
    "ax1.axhline(y=0, color='gray')\n",
    "line1, line2, = ax1.plot(\n",
    "    indexes,\n",
    "    np.cumsum(samps, axis=0) / nsamps[:,None],\n",
    "    linewidth=1\n",
    ")\n",
    "\n",
    "# Plotting 95% interval for MCMC error\n",
    "er1, = ax1.plot(\n",
    "    indexes, 1.96/np.sqrt(nsamps/4), 'k--', linewidth=1)\n",
    "ax1.plot(indexes, -1.96/np.sqrt(nsamps/4), 'k--', linewidth=1)\n",
    "\n",
    "# Plotting 95% interval for independent MC\n",
    "er2, = ax1.plot(\n",
    "    indexes, 1.96/np.sqrt(nsamps), 'k:', linewidth=1)\n",
    "ax1.plot(indexes, -1.96/np.sqrt(nsamps), 'k:', linewidth=1)\n",
    "\n",
    "# axis label and title\n",
    "ax1.set_xlabel('iteration')\n",
    "ax1.set_title('cumulative average')\n",
    "\n",
    "# Plotting legend\n",
    "ax1.legend(\n",
    "    (line1, line2, er1, er2),\n",
    "    (r'$\\theta_1$', r'$\\theta_2$',\n",
    "      '95% interval for MCMC error',\n",
    "      '95% interval for independent MC'\n",
    "    )\n",
    ")\n",
    "ax1.set_xlim([burnin, 5000])\n",
    "ax1.set_ylim([-1.5, 1.5])\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The analysis and the generated samples both show that Metropolis sampling worked quite well for the target distribution that we used. Next we'll test the same Metropolis sampling for a more narrow two dimensional normal distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2\n",
    "\n",
    "Now our target distribution will be a two dimensional normal distribution with r = 0.99. This makes the distribution much narrower."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "# parameters of a two dimensional Normal distribution used as a toy target distribution\n",
    "y1 = 0  # mean of the first dimension\n",
    "y2 = 0  # mean of the second dimension\n",
    "r = 0.99  # covariance between the first and second dimension\n",
    "S = np.array([[1.0, r], [r, 1.0]]) # covariance within both dimensions is 1.0\n",
    "\n",
    "# starting value of the chain\n",
    "t1 = -2.5 # first dimension\n",
    "t2 = 2.5 #second dimension\n",
    "# number of iterations.\n",
    "M = 5000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we apply Metropolis sampling to sample the generated two dimensional normal distribution. We sample from the toy distribution to visualize 90% HPD (Highest Posterior Density) interval. See BDA3 p. 85 for how to compute HPD for a multivariate normal distribution. In 2d-case contour for 90% HPD is an ellipse, whose semimajor axes can be computed from the eigenvalues of the covariance matrix scaled by a value selected to get ellipse match the density at the edge of 90% HPD. Angle of the ellipse could be computed from the eigenvectors, but since the marginals are same we know that angle is pi/4."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loaded pre-computed values in variable `tt`\n",
      "shape:(5000, 2), dtype:float64\n"
     ]
    }
   ],
   "source": [
    "# Metropolis sampling here\n",
    "\n",
    "# allocate memory for the samples\n",
    "tt = np.empty((M, 2))\n",
    "tt[0] = [t1, t2]    # Save starting point\n",
    "\n",
    "# For demonstration, load pre-computed values.\n",
    "# Replace this with your algorithm!\n",
    "# tt is a M x 2 array, with M samples of both theta_1 and theta_2\n",
    "res_path = os.path.abspath(\n",
    "    os.path.join(\n",
    "        os.path.pardir,\n",
    "        'utilities_and_data',\n",
    "        'demo11_2b.csv'\n",
    "    )\n",
    ")\n",
    "res = np.loadtxt(res_path, skiprows=1, usecols = (1,2), delimiter = ',')\n",
    "tt = res\n",
    "print('loaded pre-computed values in variable `tt`')\n",
    "print('shape:{}, dtype:{}'.format(tt.shape, tt.dtype))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rest is just for illustration. We first calculate the 90% HPD using the covariance matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plotting grid\n",
    "Y1 = np.linspace(-4.5, 4.5, 150)\n",
    "Y2 = np.linspace(-4.5, 4.5, 150)\n",
    "\n",
    "# number of samples to discard from the beginning\n",
    "burnin = 500\n",
    "\n",
    "# Plot 90% HPD.\n",
    "# In 2d-case contour for 90% HPD is an ellipse, whose semimajor\n",
    "# axes can be computed from the eigenvalues of the covariance\n",
    "# matrix scaled by a value selected to get ellipse match the\n",
    "# density at the edge of 90% HPD. Angle of the ellipse could be \n",
    "# computed from the eigenvectors, but since marginals are same\n",
    "# we know that angle is 45 degrees.\n",
    "q = np.sort(np.sqrt(linalg.eigh(S, eigvals_only=True)) * 2.147) # 2.147 is the value to get the ellipse match the \n",
    "                                                                # density at the edge of 90% HPD\n",
    "\n",
    "def add90hpd(ax):\n",
    "    \"\"\"Plot 90hpd region into the given axis\"\"\"\n",
    "    el = mpl.patches.Ellipse(\n",
    "        xy = (y1,y2), #center point of the ellipse\n",
    "        width = 2 * q[1], # q[1] is larger semimajor axis of the ellipse. Scaling by two gives the larger \n",
    "                          # major axis (diameter in the wider direction) \n",
    "        height = 2 * q[0], # q[0] is smaller semimajor axis of the ellipse. Scaling by two gives the smaller \n",
    "                           # major axis (diameter in the narrower direction) \n",
    "        angle = 45, #angle of the ellipse is 45 degrees (pi/4) as mentioned earlier\n",
    "        facecolor = 'none',\n",
    "        edgecolor = 'C1'\n",
    "    )\n",
    "    ax.add_artist(el)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We show the sequential progress of the sampling for the first 500 samples. These 500 samples are then removed as burnin from the final samples. Finally we also plot the rest of the samples that remain after the burnin has been removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create the plots\n",
    "subplotshape = (2, 3)\n",
    "fig, axes = plt.subplots(\n",
    "    subplotshape[0], subplotshape[1], sharex=True, sharey=True,\n",
    "    figsize=(16,12), subplot_kw=dict(aspect='equal')\n",
    ")\n",
    "\n",
    "# set limits for axes\n",
    "axes[0,0].set_xlim([-4.5, 4.5])\n",
    "axes[0,0].set_ylim([-4.5, 4.5])\n",
    "\n",
    "# set labels for x- and y-axes\n",
    "for i in range(subplotshape[0]):\n",
    "    axes[i,0].set_ylabel(r'$\\theta_2$')\n",
    "for j in range(subplotshape[1]):\n",
    "    axes[-1,j].set_xlabel(r'$\\theta_1$')\n",
    "\n",
    "# add a shared legend\n",
    "axes[0,0].legend(\n",
    "    (   mpl.lines.Line2D([], [], color='C1'), \n",
    "        mpl.lines.Line2D(\n",
    "            [], [], linestyle='', marker='o', markersize=10,\n",
    "            markerfacecolor='none', markeredgecolor='C0'\n",
    "        ),\n",
    "        mpl.lines.Line2D(\n",
    "            [], [], color='C0', marker='o', markersize=10,\n",
    "            markerfacecolor='none', markeredgecolor='C0'\n",
    "        ),\n",
    "        mpl.lines.Line2D(\n",
    "            [], [], color='m', marker='o', markersize=10,\n",
    "            markerfacecolor='none', markeredgecolor='C2'\n",
    "        )\n",
    "    ),\n",
    "    (   '90% HPD interval',\n",
    "        'samples',\n",
    "        'Markov chain'\n",
    "    ),\n",
    "    numpoints=1,\n",
    "    loc='lower left',\n",
    "    bbox_to_anchor=(0., 1.02, 1., .102),\n",
    "    fontsize=16\n",
    ")\n",
    "\n",
    "\n",
    "# FIRST SUBPLOT\n",
    "ax = axes[0,0]\n",
    "add90hpd(ax)\n",
    "i = 5\n",
    "line, = ax.plot(tt[:i+1,0], tt[:i+1,1], color='C0') # plot the line between samples\n",
    "\n",
    "# plot only every other sample as a circle marker\n",
    "line, = ax.plot(\n",
    "    tt[:i+1:2,0], tt[:i+1:2,1], 'o', markersize=10,\n",
    "    markerfacecolor='none', markeredgecolor='C0')\n",
    "ax.text(-3.5, 3.5, '5 samples', fontsize=16)\n",
    "\n",
    "# SECOND SUBPLOT\n",
    "ax = axes[0,1]\n",
    "add90hpd(ax)\n",
    "i = 20\n",
    "ax.plot(tt[:i+1,0], tt[:i+1,1], color='C0')\n",
    "ax.plot(\n",
    "    tt[:i+1,0], tt[:i+1,1], 'o', markersize=10,\n",
    "    markerfacecolor='none', markeredgecolor='C0'\n",
    ")\n",
    "ax.text(-3.5, 3.5, '20 samples', fontsize=16)\n",
    "\n",
    "# THIRD SUBPLOT\n",
    "ax = axes[0,2]\n",
    "add90hpd(ax)\n",
    "i = 1000\n",
    "ax.plot(tt[:i+1,0], tt[:i+1,1], color='C0', alpha=0.5)\n",
    "ax.scatter(tt[:i+1,0], tt[:i+1,1], 18, color='C0')\n",
    "ax.text(-3.5, 3.0, 'first 1000 samples\\nincluding warm-up', fontsize=16)\n",
    "\n",
    "#FOURTH SUBPLOT\n",
    "ax = axes[1,0]\n",
    "add90hpd(ax)\n",
    "# plotting warm-up\n",
    "ax.plot(tt[:burnin,0], tt[:burnin,1], color='C2', alpha=0.5)\n",
    "ax.scatter(tt[:burnin,0], tt[:burnin,1], 18, color='C2')\n",
    "\n",
    "ax.text(-3.5, 3.5, 'warm-up of 500 samples', fontsize=16)\n",
    "\n",
    "# FIFTH SUBPLOT\n",
    "ax = axes[1,1]\n",
    "add90hpd(ax)\n",
    "i = 999\n",
    "ax.scatter(\n",
    "    tt[burnin:i+1,0], tt[burnin:i+1,1],\n",
    "    20, color='C0'\n",
    ")\n",
    "ax.text(-3.5, 3.5, 'first 1000 samples with\\nwarm-up removed', fontsize=16)\n",
    "\n",
    "# SIXTH SUBPLOT\n",
    "ax = axes[1,2]\n",
    "add90hpd(ax)\n",
    "ax.scatter(\n",
    "    tt[burnin:,0], tt[burnin:,1], 20,\n",
    "    color='C0', alpha=0.3\n",
    ")\n",
    "ax.text(-3.5, 3.5, '4500 samples remain after\\nremoving warm-up', fontsize=16)\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the last sublot showing the 4500 samples after removing warm-up, we can see that the sampling seems to have sampled the target distribution at least quite well. There are samples all around the 90% HPD. We need further diagnostics to actually see if the sampling is good. Notice, that for example in the first subplot it looks like only 3 samples are shown. This is because in Metropolis sampling the previous sample is taken as a new sample if the other candidate for the new sample is not accepted. In the first subplot we have accepted the new sample twice and taken the old sample as the new sample twice. Overlapping samples can't be seen in the plot, so this leads to the plot showing only two new samples after the starting point."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll next plot an animation showing the first 500 samples of the Metropolis sampling. This animation requires ffmpeg in order to work properly. If you need to install ffmpeg, the instructions can be found at https://www.wikihow.com/Install-FFmpeg-on-Windows. If the animation doesn't play correctly, you can also find the animation from the same folder as this demo with the filename \"metropolissampler2.mp4\". Notice that the animation seems to sometimes pause at some samples for a small time. This is because the previous sample has been sampled again when the candidate sample was rejected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First set up the figure, the axis and the axis labels\n",
    "fig = plt.figure(figsize=(5,5))\n",
    "ax = plt.axes(xlim=(-4.5, 4.5), ylim=(-4.5, 4.5))\n",
    "ax.set_ylabel(r'$\\theta_2$')\n",
    "ax.set_xlabel(r'$\\theta_1$')\n",
    "\n",
    "# Plot a legend\n",
    "ax.legend(\n",
    "    (   mpl.lines.Line2D([], [], color='C1'), \n",
    "        mpl.lines.Line2D(\n",
    "            [], [], linestyle='', marker='o', markersize=5,\n",
    "            markerfacecolor='C0', markeredgecolor='C0'\n",
    "        ),\n",
    "        mpl.lines.Line2D([], [], color='C0', alpha=0.5),\n",
    "    ),\n",
    "    (   '90% HPD interval',\n",
    "        'Draws',\n",
    "        'Steps of the sampler'\n",
    "    ),\n",
    "    numpoints=1,\n",
    "    loc='lower left',\n",
    "    bbox_to_anchor=(1.2, 0.5, 0, 0),\n",
    "    fontsize=16\n",
    ")\n",
    "\n",
    "# Initialize styles for the lines and points to be plotted. At this point the lines and points have no data.\n",
    "line, = ax.plot([], [], color='C0', alpha=0.5)\n",
    "point, = ax.plot([], [],'.', markersize=10, lw=0, markerfacecolor='C0', markeredgecolor='C0')\n",
    "\n",
    "# initialization function: plot the background of each frame\n",
    "def init():\n",
    "    line.set_data([], [])\n",
    "    point.set_data([], [])\n",
    "    return (line,point,)\n",
    "\n",
    "\n",
    "add90hpd(ax) #draw the 90% HPD\n",
    "\n",
    "#choose only the warmup samples\n",
    "warmup1 = tt[:burnin,0]\n",
    "warmup2 = tt[:burnin,1]\n",
    "\n",
    "\n",
    "# animation function. This is called sequentially\n",
    "def animate(i):\n",
    "    x = warmup1[:i] #choose points until i\n",
    "    y = warmup2[:i] #choose points until i\n",
    "    line.set_data(x, y) #draw lines between all points  \n",
    "    point.set_data(x, y) #draw points for every other sample\n",
    "    return (line,point,)\n",
    "\n",
    "# choose the animation writer. If you don't have ffmpeg installed you can change this to some writer that you already have.\n",
    "matplotlib.rcParams['animation.writer'] = 'ffmpeg'\n",
    "\n",
    "# call the animator. blit=True means only re-draw the parts that have changed.\n",
    "anim = animation.FuncAnimation(fig, animate, init_func=init,\n",
    "                               frames=500, interval=100, blit=True)\n",
    "\n",
    "# show the animation as a html5 video to allow showing it in an iPython notebook\n",
    "HTML(anim.to_html5_video())\n",
    "\n",
    "# Uncomment below to save the animation as an mp4-file\n",
    "\n",
    "# #Save the movie file\n",
    "#Writer = animation.writers['ffmpeg']\n",
    "#writer = Writer(fps=15, metadata=dict(artist='Me'), bitrate=1800)\n",
    "#anim.save('metropolissampler2.mp4', writer=writer)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visual convergence diagnostics\n",
    "\n",
    "Here we plot the behavior of theta1 and theta2 separately. We also plot the cumulative average and autocorrelation for theta1 and theta2 samples separately to visually see the convergence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1152 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(plot_tools.custom_styles['gray_background'])\n",
    "\n",
    "fig = plt.figure(figsize=(8, 16))\n",
    "\n",
    "indexes = np.arange(burnin, M)\n",
    "samps = tt[indexes] # choose only samples after burnin\n",
    "\n",
    "# Plotting trends for theta1 and theta2 behavior separately. Only 4500 samples after warm-up included.\n",
    "ax1 = fig.add_subplot(3, 1, 1)\n",
    "ax1.axhline(y=0, color='gray')\n",
    "line1, line2, = ax1.plot(indexes, samps, linewidth=0.8) # create lines for both theta1 and theta2 samples\n",
    "ax1.legend((line1, line2), (r'$\\theta_1$', r'$\\theta_2$'))\n",
    "ax1.set_xlabel('iteration')\n",
    "ax1.set_title('trends')\n",
    "ax1.set_xlim([burnin, 5000])\n",
    "\n",
    "# Plotting cumulative averages for theta1 and theta2 behavior separately. Only 4500 samples after warm-up included.\n",
    "ax2 = fig.add_subplot(3, 1, 2)\n",
    "ax2.axhline(y=0, color='gray')\n",
    "ax2.plot(\n",
    "    indexes,\n",
    "    np.cumsum(samps, axis=0)/np.arange(1,len(samps)+1)[:,None] # cumulative sum divided by the number of samples\n",
    ")\n",
    "ax2.set_xlabel('iteration')\n",
    "ax2.set_title('cumulative average')\n",
    "ax2.set_xlim([burnin, 5000])\n",
    "\n",
    "# Plotting estimated autocorrelation for theta1 and theta2 behavior separately. Only 4500 samples after warm-up included.\n",
    "ax3 = fig.add_subplot(3, 1, 3)\n",
    "maxlag = 20 # maximum lag for autocorrelation\n",
    "sampsc = samps - np.mean(samps, axis=0) # scale the samples by deducting the mean\n",
    "acorlags = np.arange(maxlag+1) # lags from 0 to maxlag\n",
    "ax3.axhline(y=0, color='gray')\n",
    "# calculate autocorrelation for all different lags\n",
    "for i in [0,1]: # loop for theta1 and theta2\n",
    "    t = np.correlate(sampsc[:,i], sampsc[:,i], 'full') # autocorrelation with full range of lags\n",
    "    t = t[-len(sampsc):-len(sampsc)+maxlag+1] / t[-len(sampsc)] # choose only the lags that we want to use\n",
    "    ax3.plot(acorlags, t)\n",
    "ax3.set_xlabel('lag')\n",
    "ax3.set_title('estimate of the autocorrelation function')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the trend curves we can see that the sampling moves around the target distribution quite slowly. Looking at the cumulative average we can see that the chains only start to converge very late. We need at least the 5000 samples to have a relatively good convergence. Looking at the estimated autocorrelation function we can see that significant autocorrelation remains until lag 20."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we visualize the estimate of the Monte Carlo error estimates for the cumulative average plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "\n",
    "indexes = np.arange(burnin, M)\n",
    "samps = tt[indexes]\n",
    "nsamps = np.arange(1, len(samps)+1)\n",
    "\n",
    "# Plotting cumulative averages for theta1 and theta2 behavior separately similarly as earlier.\n",
    "ax1 = fig.add_subplot(1, 1, 1)\n",
    "ax1.axhline(y=0, color='gray')\n",
    "line1, line2, = ax1.plot(\n",
    "    indexes,\n",
    "    np.cumsum(samps, axis=0) / nsamps[:,None],\n",
    "    linewidth=1\n",
    ")\n",
    "\n",
    "# Plotting 95% interval for MCMC error\n",
    "er1, = ax1.plot(\n",
    "    indexes, 1.96/np.sqrt(nsamps/4), 'k--', linewidth=1)\n",
    "ax1.plot(indexes, -1.96/np.sqrt(nsamps/4), 'k--', linewidth=1)\n",
    "\n",
    "# Plotting 95% interval for independent MC\n",
    "er2, = ax1.plot(\n",
    "    indexes, 1.96/np.sqrt(nsamps), 'k:', linewidth=1)\n",
    "ax1.plot(indexes, -1.96/np.sqrt(nsamps), 'k:', linewidth=1)\n",
    "\n",
    "# axis label and title\n",
    "ax1.set_xlabel('iteration')\n",
    "ax1.set_title('cumulative average')\n",
    "\n",
    "# Plotting legend\n",
    "ax1.legend(\n",
    "    (line1, line2, er1, er2),\n",
    "    (r'$\\theta_1$', r'$\\theta_2$',\n",
    "      '95% interval for MCMC error',\n",
    "      '95% interval for independent MC'\n",
    "    )\n",
    ")\n",
    "ax1.set_xlim([burnin, 5000])\n",
    "ax1.set_ylim([-1.5, 1.5])\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The analysis and the generated samples both show that Metropolis sampling didn't work very well for the chosen target distribution. For this target distribution we should consider some other sampling method or at least generate a very large number of samples to have a correct distribution of samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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